Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "168" csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 78 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_ Found 76 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
else:
antnum = int(row['Ant'])
if antnum != int(antenna):
continue
if np.issubdtype(type(row['Node']), np.integer):
row['Node'] = str(row['Node'])
if type(row['Node']) == str and row['Node'].isnumeric():
row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459894 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.977345 | -1.114582 | -0.400647 | -0.679258 | 1.350142 | 0.787885 | -0.450732 | 0.709946 | 0.6886 | 0.6952 | 0.3877 | nan | nan |
| 2459893 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -1.064624 | -1.056899 | -0.480783 | -0.737021 | 0.678513 | 0.670469 | -0.094539 | 1.923434 | 0.6880 | 0.7017 | 0.3906 | nan | nan |
| 2459892 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.935948 | -1.043660 | -0.566111 | -0.959059 | 1.603838 | 0.005222 | 0.040301 | 0.653369 | 0.6805 | 0.7001 | 0.3988 | nan | nan |
| 2459891 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -1.009083 | -1.009725 | -0.572048 | -0.904039 | 0.895823 | -0.374304 | 0.084419 | 1.072266 | 0.6753 | 0.6960 | 0.4005 | nan | nan |
| 2459890 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -1.047913 | -1.039387 | -0.232003 | -1.161212 | 1.131879 | 0.110311 | -0.294329 | 0.348766 | 0.6799 | 0.6947 | 0.3971 | nan | nan |
| 2459889 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.976666 | -1.150551 | -0.636839 | -0.964710 | 0.674543 | 0.062101 | -0.619059 | 0.012701 | 0.6879 | 0.6999 | 0.3926 | nan | nan |
| 2459888 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.878466 | -1.010739 | -0.363004 | -1.100656 | 0.645059 | 0.251581 | -0.367035 | -0.385970 | 0.7028 | 0.7158 | 0.3847 | nan | nan |
| 2459887 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.853728 | -0.943844 | -0.225985 | -1.174221 | 0.643697 | 0.741735 | -0.246405 | -0.077324 | 0.6879 | 0.7002 | 0.3943 | nan | nan |
| 2459886 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.824063 | -0.926348 | -0.261332 | -0.914031 | 0.138969 | 0.131718 | 0.063284 | -0.883446 | 0.7700 | 0.7635 | 0.3229 | nan | nan |
| 2459885 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.787150 | -1.431797 | -0.971025 | 2.527891 | -0.116569 | -0.196996 | -0.856426 | -0.256594 | 0.7424 | 0.7406 | 0.3416 | nan | nan |
| 2459884 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.335727 | 0.544413 | 1.548445 | 1.744981 | -0.568569 | -1.009174 | -1.964804 | -1.902549 | 0.6815 | 0.6860 | 0.4004 | nan | nan |
| 2459883 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.683866 | -1.285068 | -0.806181 | 2.257060 | 0.426980 | 0.502420 | -0.651388 | -0.349691 | 0.6906 | 0.7000 | 0.3858 | nan | nan |
| 2459882 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -1.257615 | -1.790574 | -0.677157 | 1.530225 | 0.971445 | -0.140644 | -0.586543 | -0.339240 | 0.6975 | 0.7044 | 0.3748 | nan | nan |
| 2459881 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.786594 | -0.997600 | -1.029757 | 2.829105 | 0.098576 | 0.457737 | -0.370576 | 0.097881 | 0.7331 | 0.7479 | 0.3243 | nan | nan |
| 2459880 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.975436 | -1.355900 | -0.672531 | 1.937745 | 0.861126 | 0.120174 | -0.526583 | -0.344610 | 0.6898 | 0.7016 | 0.3901 | nan | nan |
| 2459879 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.939370 | -0.770416 | -0.092778 | -0.352119 | 0.765209 | 0.171882 | 0.055251 | 0.338792 | 0.6741 | 0.6923 | 0.4110 | nan | nan |
| 2459878 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -1.052341 | -1.083827 | -0.973740 | 2.835708 | 0.340210 | 0.053901 | -0.340706 | -0.148272 | 0.6817 | 0.7003 | 0.3995 | nan | nan |
| 2459876 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.571776 | -0.794879 | -0.770967 | 3.294788 | 0.415891 | -0.781803 | -0.067074 | 2.957477 | 0.6966 | 0.6927 | 0.4052 | nan | nan |
| 2459875 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -1.082880 | -0.646261 | -0.773896 | 2.612486 | -0.084876 | -0.205776 | -0.707526 | 0.219554 | 0.7134 | 0.7200 | 0.4020 | nan | nan |
| 2459874 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -1.978818 | -0.337804 | -0.975661 | 0.801333 | -0.255410 | -1.079773 | -0.009490 | 1.115051 | 0.6965 | 0.6849 | 0.3954 | nan | nan |
| 2459873 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.728634 | -0.420855 | -0.495445 | 1.035985 | 0.323567 | -0.538740 | -0.878994 | 0.093237 | 0.7033 | 0.6862 | 0.3931 | nan | nan |
| 2459872 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.939770 | -0.608161 | -0.899956 | 2.154713 | -0.675299 | -0.623205 | -0.437151 | 0.795185 | 0.7004 | 0.6833 | 0.4017 | nan | nan |
| 2459871 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.715467 | -0.507480 | -0.846296 | 2.616140 | 0.064090 | -0.315347 | -0.348543 | 0.017935 | 0.7028 | 0.6803 | 0.4008 | nan | nan |
| 2459870 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -1.178025 | -0.305662 | -0.816952 | 2.042965 | 0.918167 | -0.031511 | 0.326009 | 1.562224 | 0.7096 | 0.6929 | 0.3973 | nan | nan |
| 2459869 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.886074 | -0.732762 | -0.812242 | 2.194487 | 0.270901 | -0.717958 | -0.030106 | 0.744378 | 0.7226 | 0.7157 | 0.3849 | nan | nan |
| 2459868 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.925728 | -1.384467 | -0.414664 | 2.415466 | -0.794458 | 0.095135 | -0.503360 | 2.884891 | 0.6980 | 0.6901 | 0.4089 | nan | nan |
| 2459867 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.821176 | -1.024083 | -0.913566 | 1.621651 | 0.626780 | 0.063809 | -0.240192 | 2.154448 | 0.7098 | 0.6952 | 0.4103 | nan | nan |
| 2459866 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.663436 | -0.752751 | -0.746413 | 1.489346 | 0.791909 | -0.458184 | -0.443861 | 0.067185 | 0.7105 | 0.6928 | 0.4046 | nan | nan |
| 2459865 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.001261 | -0.233538 | -0.117814 | 1.405918 | 0.035376 | -0.464293 | -0.673024 | 0.406813 | 0.7330 | 0.7120 | 0.3691 | nan | nan |
| 2459864 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 4.726921 | 2.385145 | 2.283405 | -0.508163 | 0.340471 | 0.116129 | 1.429785 | 1.343068 | 0.6900 | 0.6811 | 0.4170 | nan | nan |
| 2459863 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.157294 | 1.069353 | 0.955865 | 0.270300 | 1.310984 | -0.313486 | 2.416108 | 0.660772 | 0.6827 | 0.6715 | 0.4082 | nan | nan |
| 2459862 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.922661 | 2.532141 | 1.950310 | -0.860638 | 1.471588 | 1.547356 | 0.235383 | 0.732628 | 0.6651 | 0.6880 | 0.4214 | nan | nan |
| 2459861 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459860 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.896431 | 1.220032 | 1.107126 | -1.071093 | 0.636636 | 0.362984 | -0.010840 | -0.647172 | 0.7093 | 0.6808 | 0.4092 | nan | nan |
| 2459859 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.515327 | 0.905832 | 0.745368 | 0.293835 | -0.471747 | -0.390202 | 1.084527 | 0.896599 | 0.7109 | 0.6824 | 0.4100 | nan | nan |
| 2459858 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.485383 | 0.737888 | 0.855001 | 0.249788 | -0.196137 | -0.531826 | 0.502069 | 0.235795 | 0.7304 | 0.6934 | 0.4197 | 3.584013 | 2.972961 |
| 2459857 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 20.477671 | 20.762561 | 4.928807 | 7.235964 | 117.759834 | 170.533794 | 58.884089 | 54.073258 | 0.7087 | 0.6988 | 0.4235 | nan | nan |
| 2459856 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.526063 | 1.926534 | 0.617050 | -0.999053 | 0.739750 | 0.417549 | 0.012256 | -0.503281 | 0.7228 | 0.7078 | 0.4052 | 3.702618 | 3.149859 |
| 2459855 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.471523 | 2.866990 | 0.772728 | -1.233857 | 1.500202 | 0.610070 | 0.127081 | -0.456423 | 0.6993 | 0.7231 | 0.4456 | 3.261873 | 2.844791 |
| 2459854 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.190193 | 2.633178 | 0.063140 | -0.308801 | 0.684890 | 0.218690 | -0.246799 | -0.369131 | 0.7236 | 0.7456 | 0.4434 | 3.233372 | 2.645800 |
| 2459853 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.455857 | 1.709183 | 0.243803 | -0.190257 | 0.699698 | 0.251935 | 0.368750 | -0.021886 | 0.7432 | 0.6984 | 0.4307 | 3.714075 | 3.095725 |
| 2459852 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.435226 | 3.199925 | 0.663956 | -0.463013 | 0.230485 | 0.274407 | 0.397332 | 0.177049 | 0.8345 | 0.8355 | 0.2385 | 5.237122 | 5.162609 |
| 2459851 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 260.810769 | 259.845248 | inf | inf | 13787.732752 | 13787.704735 | 14631.146631 | 14634.690907 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459850 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.58% | 100.00% | 0.00% | 1.478382 | 2.094663 | 0.205210 | -0.225372 | 0.501435 | 0.268022 | -0.094797 | 0.041398 | 0.7489 | 0.7657 | 0.3539 | 3.375103 | 2.817905 |
| 2459849 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.767493 | 2.060712 | 0.004101 | 1.662762 | 0.563941 | 0.305327 | 0.643569 | -0.146320 | 0.7455 | 0.7569 | 0.3632 | 4.063072 | 3.529827 |
| 2459848 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.061295 | 2.517948 | 1.328715 | 6.952587 | 1.482289 | 0.324796 | 0.477724 | -0.304011 | 0.7319 | 0.7639 | 0.3831 | 3.754155 | 3.178166 |
| 2459847 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.989204 | 2.459872 | 0.923457 | 6.296933 | 2.234416 | 1.224019 | 0.365926 | -0.197596 | 0.7317 | 0.6987 | 0.4399 | 4.017534 | 3.351575 |
| 2459846 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.057513 | 3.908429 | 0.603710 | 5.968341 | 0.086005 | 2.043610 | 0.074741 | -0.484297 | 0.8285 | 0.6796 | 0.5018 | 4.163545 | 4.223727 |
| 2459845 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.607374 | 2.827016 | 2.751217 | 10.375021 | 1.977122 | 0.624467 | 1.248808 | 0.844170 | 0.7511 | 0.7533 | 0.3716 | 4.823689 | 6.253309 |
| 2459844 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 45.701652 | 49.382215 | 103.187101 | 125.968376 | 252.626488 | 202.087433 | 44.501072 | 36.570746 | 0.8874 | 0.6019 | 0.6051 | nan | nan |
| 2459843 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 7.472590 | 9.007274 | 16.823468 | 18.652212 | 67.036191 | 74.103397 | -2.567654 | -3.361314 | 0.7544 | 0.7388 | 0.4075 | 0.000000 | 0.000000 |
| 2459842 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.852904 | 1.045848 | -0.742385 | -0.597055 | -2.504504 | -2.129935 | -1.522165 | -2.067050 | 0.7641 | 0.6821 | 0.2598 | 4.856349 | 4.844026 |
| 2459841 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 38.718396 | 44.220845 | 109.295873 | 118.023838 | 106.302352 | 105.282291 | 2.402701 | -4.433057 | 0.7559 | 0.7416 | 0.3540 | nan | nan |
| 2459839 | RF_maintenance | 100.00% | - | - | - | - | - | -0.439020 | 0.008366 | 0.279409 | -0.688925 | -0.050008 | 3.114784 | 3.223205 | 12.567113 | nan | nan | nan | nan | nan |
| 2459838 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 5.222949 | 7.143744 | 19.690026 | 22.380823 | 9.674977 | 21.480739 | -2.318338 | -3.035425 | 0.7366 | 0.6970 | 0.4263 | 0.000000 | 0.000000 |
| 2459836 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.7301 | 0.6799 | 0.3796 | nan | nan |
| 2459835 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 4.910369 | 5.258035 | 11.838137 | 12.292004 | 13.469460 | 6.925469 | -6.740012 | -5.916684 | 0.8056 | 0.6318 | 0.4672 | nan | nan |
| 2459833 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 15.651554 | 16.148823 | 50.862067 | 54.795414 | 113.549025 | 56.822807 | -1.014109 | -8.554260 | 0.8149 | 0.5863 | 0.4921 | nan | nan |
| 2459832 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 11.738787 | 16.646965 | 16.074557 | 18.136689 | 9.220975 | 9.140040 | -1.430201 | -0.098289 | 0.8010 | 0.5052 | 0.5920 | 4.356529 | 3.281162 |
| 2459831 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | -0.471227 | -0.080490 | 0.176660 | -0.641483 | 0.023558 | 4.005368 | 2.277722 | 7.919948 | 0.0287 | 0.0280 | 0.0011 | nan | nan |
| 2459830 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 13.058482 | 17.407883 | 21.438298 | 24.027142 | 25.729120 | 28.413639 | -3.929405 | -5.089067 | 0.7947 | 0.5055 | 0.5776 | 5.141762 | 3.961986 |
| 2459829 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459828 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 12.181383 | 15.469786 | 16.510869 | 18.387335 | 25.872175 | 27.232688 | -3.322787 | -3.748390 | 0.7883 | 0.5192 | 0.5422 | 7.708441 | 4.235763 |
| 2459827 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 8.962697 | 11.517303 | 26.899563 | 30.472390 | 15.925495 | 20.637384 | -1.626222 | -2.740895 | 0.7575 | 0.6629 | 0.4288 | 8.727166 | 6.042214 |
| 2459826 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 11.884040 | 15.039681 | 22.043883 | 24.834871 | 33.729190 | 36.512764 | -1.650510 | 2.292262 | 0.7856 | 0.5496 | 0.5198 | 0.000000 | 0.000000 |
| 2459825 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 12.603297 | 15.828272 | 16.753776 | 19.001941 | 22.826023 | 24.468412 | 4.272567 | 3.955369 | 0.7806 | 0.5367 | 0.5314 | 0.000000 | 0.000000 |
| 2459824 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 6.071890 | 7.978173 | 22.939239 | 26.854522 | 8.355245 | 16.257871 | 5.144247 | 3.912728 | 0.7044 | 0.7218 | 0.3936 | 0.000000 | 0.000000 |
| 2459823 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 15.723854 | 18.471720 | 18.655558 | 20.926496 | 23.903072 | 28.592853 | 11.841304 | 15.887068 | 0.7403 | 0.6110 | 0.4978 | 0.000000 | 0.000000 |
| 2459822 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 14.478196 | 17.231591 | 20.664758 | 23.083194 | 22.237704 | 24.312224 | -0.611948 | 0.118157 | 0.7775 | 0.5607 | 0.5170 | 0.000000 | 0.000000 |
| 2459821 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 16.201359 | 19.645146 | 20.278630 | 23.023657 | 20.023150 | 22.656788 | -0.632201 | -0.065367 | 0.7592 | 0.5530 | 0.5203 | 4.524731 | 3.762367 |
| 2459820 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 10.919631 | 13.268330 | 24.494212 | 27.606641 | 45.547016 | 55.960817 | -2.906605 | -5.028992 | 0.7597 | 0.6559 | 0.4383 | 0.000000 | 0.000000 |
| 2459817 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 16.138848 | 19.022522 | 16.902310 | 19.075533 | 26.446828 | 30.253538 | 2.083878 | 4.202386 | 0.7641 | 0.5900 | 0.5146 | 0.968686 | 0.957411 |
| 2459816 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 10.858552 | 13.953891 | 24.269030 | 27.400955 | 34.007943 | 38.111135 | -4.567298 | -5.290690 | 0.8296 | 0.5577 | 0.6073 | 4.635153 | 3.352919 |
| 2459815 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459814 | RF_maintenance | 0.00% | - | - | - | - | - | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| 2459813 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
auto_metrics notebooks.¶htmls_to_display = []
for am_html in auto_metric_htmls:
html_to_display = ''
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
htmls_to_display.append(html_to_display)
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | ee Temporal Variability | 1.350142 | -1.114582 | -0.977345 | -0.679258 | -0.400647 | 0.787885 | 1.350142 | 0.709946 | -0.450732 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Discontinuties | 1.923434 | -1.064624 | -1.056899 | -0.480783 | -0.737021 | 0.678513 | 0.670469 | -0.094539 | 1.923434 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | ee Temporal Variability | 1.603838 | -1.043660 | -0.935948 | -0.959059 | -0.566111 | 0.005222 | 1.603838 | 0.653369 | 0.040301 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Discontinuties | 1.072266 | -1.009083 | -1.009725 | -0.572048 | -0.904039 | 0.895823 | -0.374304 | 0.084419 | 1.072266 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | ee Temporal Variability | 1.131879 | -1.039387 | -1.047913 | -1.161212 | -0.232003 | 0.110311 | 1.131879 | 0.348766 | -0.294329 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | ee Temporal Variability | 0.674543 | -0.976666 | -1.150551 | -0.636839 | -0.964710 | 0.674543 | 0.062101 | -0.619059 | 0.012701 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | ee Temporal Variability | 0.645059 | -1.010739 | -0.878466 | -1.100656 | -0.363004 | 0.251581 | 0.645059 | -0.385970 | -0.367035 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Variability | 0.741735 | -0.943844 | -0.853728 | -1.174221 | -0.225985 | 0.741735 | 0.643697 | -0.077324 | -0.246405 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | ee Temporal Variability | 0.138969 | -0.824063 | -0.926348 | -0.261332 | -0.914031 | 0.138969 | 0.131718 | 0.063284 | -0.883446 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 2.527891 | -1.431797 | -0.787150 | 2.527891 | -0.971025 | -0.196996 | -0.116569 | -0.256594 | -0.856426 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 1.744981 | 0.544413 | 0.335727 | 1.744981 | 1.548445 | -1.009174 | -0.568569 | -1.902549 | -1.964804 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 2.257060 | -1.285068 | -0.683866 | 2.257060 | -0.806181 | 0.502420 | 0.426980 | -0.349691 | -0.651388 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 1.530225 | -1.790574 | -1.257615 | 1.530225 | -0.677157 | -0.140644 | 0.971445 | -0.339240 | -0.586543 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 2.829105 | -0.997600 | -0.786594 | 2.829105 | -1.029757 | 0.457737 | 0.098576 | 0.097881 | -0.370576 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 1.937745 | -1.355900 | -0.975436 | 1.937745 | -0.672531 | 0.120174 | 0.861126 | -0.344610 | -0.526583 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | ee Temporal Variability | 0.765209 | -0.770416 | -0.939370 | -0.352119 | -0.092778 | 0.171882 | 0.765209 | 0.338792 | 0.055251 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 2.835708 | -1.083827 | -1.052341 | 2.835708 | -0.973740 | 0.053901 | 0.340210 | -0.148272 | -0.340706 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 3.294788 | -0.571776 | -0.794879 | -0.770967 | 3.294788 | 0.415891 | -0.781803 | -0.067074 | 2.957477 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 2.612486 | -1.082880 | -0.646261 | -0.773896 | 2.612486 | -0.084876 | -0.205776 | -0.707526 | 0.219554 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Discontinuties | 1.115051 | -1.978818 | -0.337804 | -0.975661 | 0.801333 | -0.255410 | -1.079773 | -0.009490 | 1.115051 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 1.035985 | -0.728634 | -0.420855 | -0.495445 | 1.035985 | 0.323567 | -0.538740 | -0.878994 | 0.093237 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 2.154713 | -0.608161 | -0.939770 | 2.154713 | -0.899956 | -0.623205 | -0.675299 | 0.795185 | -0.437151 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 2.616140 | -0.507480 | -0.715467 | 2.616140 | -0.846296 | -0.315347 | 0.064090 | 0.017935 | -0.348543 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 2.042965 | -1.178025 | -0.305662 | -0.816952 | 2.042965 | 0.918167 | -0.031511 | 0.326009 | 1.562224 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 2.194487 | -0.886074 | -0.732762 | -0.812242 | 2.194487 | 0.270901 | -0.717958 | -0.030106 | 0.744378 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Discontinuties | 2.884891 | -0.925728 | -1.384467 | -0.414664 | 2.415466 | -0.794458 | 0.095135 | -0.503360 | 2.884891 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Discontinuties | 2.154448 | -0.821176 | -1.024083 | -0.913566 | 1.621651 | 0.626780 | 0.063809 | -0.240192 | 2.154448 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 1.489346 | -0.752751 | -0.663436 | 1.489346 | -0.746413 | -0.458184 | 0.791909 | 0.067185 | -0.443861 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 1.405918 | -0.001261 | -0.233538 | -0.117814 | 1.405918 | 0.035376 | -0.464293 | -0.673024 | 0.406813 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | ee Shape | 4.726921 | 2.385145 | 4.726921 | -0.508163 | 2.283405 | 0.116129 | 0.340471 | 1.343068 | 1.429785 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | ee Temporal Discontinuties | 2.416108 | 2.157294 | 1.069353 | 0.955865 | 0.270300 | 1.310984 | -0.313486 | 2.416108 | 0.660772 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | ee Shape | 2.922661 | 2.922661 | 2.532141 | 1.950310 | -0.860638 | 1.471588 | 1.547356 | 0.235383 | 0.732628 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | ee Shape | 1.896431 | 1.896431 | 1.220032 | 1.107126 | -1.071093 | 0.636636 | 0.362984 | -0.010840 | -0.647172 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | ee Shape | 1.515327 | 1.515327 | 0.905832 | 0.745368 | 0.293835 | -0.471747 | -0.390202 | 1.084527 | 0.896599 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | ee Power | 0.855001 | 0.737888 | 0.485383 | 0.249788 | 0.855001 | -0.531826 | -0.196137 | 0.235795 | 0.502069 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Variability | 170.533794 | 20.762561 | 20.477671 | 7.235964 | 4.928807 | 170.533794 | 117.759834 | 54.073258 | 58.884089 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Shape | 1.926534 | 1.526063 | 1.926534 | 0.617050 | -0.999053 | 0.739750 | 0.417549 | 0.012256 | -0.503281 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Shape | 2.866990 | 2.866990 | 2.471523 | -1.233857 | 0.772728 | 0.610070 | 1.500202 | -0.456423 | 0.127081 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Shape | 2.633178 | 2.633178 | 2.190193 | -0.308801 | 0.063140 | 0.218690 | 0.684890 | -0.369131 | -0.246799 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Shape | 1.709183 | 1.709183 | 1.455857 | -0.190257 | 0.243803 | 0.251935 | 0.699698 | -0.021886 | 0.368750 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Shape | 3.199925 | 2.435226 | 3.199925 | 0.663956 | -0.463013 | 0.230485 | 0.274407 | 0.397332 | 0.177049 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | ee Power | inf | 260.810769 | 259.845248 | inf | inf | 13787.732752 | 13787.704735 | 14631.146631 | 14634.690907 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Shape | 2.094663 | 1.478382 | 2.094663 | 0.205210 | -0.225372 | 0.501435 | 0.268022 | -0.094797 | 0.041398 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Shape | 2.060712 | 1.767493 | 2.060712 | 0.004101 | 1.662762 | 0.563941 | 0.305327 | 0.643569 | -0.146320 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 6.952587 | 2.517948 | 2.061295 | 6.952587 | 1.328715 | 0.324796 | 1.482289 | -0.304011 | 0.477724 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 6.296933 | 2.459872 | 1.989204 | 6.296933 | 0.923457 | 1.224019 | 2.234416 | -0.197596 | 0.365926 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 5.968341 | 2.057513 | 3.908429 | 0.603710 | 5.968341 | 0.086005 | 2.043610 | 0.074741 | -0.484297 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 10.375021 | 2.827016 | 2.607374 | 10.375021 | 2.751217 | 0.624467 | 1.977122 | 0.844170 | 1.248808 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | ee Temporal Variability | 252.626488 | 45.701652 | 49.382215 | 103.187101 | 125.968376 | 252.626488 | 202.087433 | 44.501072 | 36.570746 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Variability | 74.103397 | 9.007274 | 7.472590 | 18.652212 | 16.823468 | 74.103397 | 67.036191 | -3.361314 | -2.567654 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Shape | 1.045848 | 0.852904 | 1.045848 | -0.742385 | -0.597055 | -2.504504 | -2.129935 | -1.522165 | -2.067050 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 118.023838 | 38.718396 | 44.220845 | 109.295873 | 118.023838 | 106.302352 | 105.282291 | 2.402701 | -4.433057 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Discontinuties | 12.567113 | 0.008366 | -0.439020 | -0.688925 | 0.279409 | 3.114784 | -0.050008 | 12.567113 | 3.223205 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 22.380823 | 7.143744 | 5.222949 | 22.380823 | 19.690026 | 21.480739 | 9.674977 | -3.035425 | -2.318338 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | ee Temporal Variability | 13.469460 | 5.258035 | 4.910369 | 12.292004 | 11.838137 | 6.925469 | 13.469460 | -5.916684 | -6.740012 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | ee Temporal Variability | 113.549025 | 16.148823 | 15.651554 | 54.795414 | 50.862067 | 56.822807 | 113.549025 | -8.554260 | -1.014109 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 18.136689 | 11.738787 | 16.646965 | 16.074557 | 18.136689 | 9.220975 | 9.140040 | -1.430201 | -0.098289 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Discontinuties | 7.919948 | -0.471227 | -0.080490 | 0.176660 | -0.641483 | 0.023558 | 4.005368 | 2.277722 | 7.919948 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Variability | 28.413639 | 13.058482 | 17.407883 | 21.438298 | 24.027142 | 25.729120 | 28.413639 | -3.929405 | -5.089067 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Variability | 27.232688 | 15.469786 | 12.181383 | 18.387335 | 16.510869 | 27.232688 | 25.872175 | -3.748390 | -3.322787 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 30.472390 | 8.962697 | 11.517303 | 26.899563 | 30.472390 | 15.925495 | 20.637384 | -1.626222 | -2.740895 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Variability | 36.512764 | 15.039681 | 11.884040 | 24.834871 | 22.043883 | 36.512764 | 33.729190 | 2.292262 | -1.650510 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Variability | 24.468412 | 15.828272 | 12.603297 | 19.001941 | 16.753776 | 24.468412 | 22.826023 | 3.955369 | 4.272567 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 26.854522 | 6.071890 | 7.978173 | 22.939239 | 26.854522 | 8.355245 | 16.257871 | 5.144247 | 3.912728 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Variability | 28.592853 | 18.471720 | 15.723854 | 20.926496 | 18.655558 | 28.592853 | 23.903072 | 15.887068 | 11.841304 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Variability | 24.312224 | 14.478196 | 17.231591 | 20.664758 | 23.083194 | 22.237704 | 24.312224 | -0.611948 | 0.118157 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Power | 23.023657 | 19.645146 | 16.201359 | 23.023657 | 20.278630 | 22.656788 | 20.023150 | -0.065367 | -0.632201 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Variability | 55.960817 | 10.919631 | 13.268330 | 24.494212 | 27.606641 | 45.547016 | 55.960817 | -2.906605 | -5.028992 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Variability | 30.253538 | 16.138848 | 19.022522 | 16.902310 | 19.075533 | 26.446828 | 30.253538 | 2.083878 | 4.202386 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Temporal Variability | 38.111135 | 13.953891 | 10.858552 | 27.400955 | 24.269030 | 38.111135 | 34.007943 | -5.290690 | -4.567298 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 168 | N15 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |